README
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## Overview
>
> Swarms, The Enterprise-Grade Production-Ready Multi-Agent Orchestration Framework
Build, deploy, and scale high-performance multi-agent systems with Swarms Python, a fast, flexible, and optimized agent framework. Featuring production-ready harnesses for sequential, concurrent, and hierarchical architectures, seamless framework compatibility, and integrations with MCP, x402, and skills.
## Install
# pip
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Recent commits
default branch- 11h[DOCS][HeavySwarm][Drop the removed agents parameter from the docstring] (#2980) . NingLin Liu
- 12h[FIX][Agent._handle_run_error][Log provider errors without str.format on braces] (#2966) . NingLin Liu
- 12h[FIX][MessageTransforms][Keep Conversation "System" rows in both compression paths] (#2977) . ShryukGrandhi
- 16h[DOCS][CLAUDE.md][Show PlannerWorkerSwarm(agents=, planner_model_name=)] (#2978) . NingLin Liu
- 17h[FIX][MCPManager._coerce_connection][Copy a caller's MCPConnection before applying the agent's defaults] (#2975) . ShryukGrandhi
- 17h[FIX][MCPDeployer.start][Build a fresh app on every start so a stopped or failed server can start again] (#2974) . ShryukGrandhi
- 18h[PERF][bootup][Create the workspace directory on first write instead of at import swarms] (#2969) . Ayaan Gazali
- 18h[PERF][telemetry/otel.py][Import the OpenTelemetry API only once telemetry is on] (#2967) . Ayaan Gazali
- 18h[PERF][Conversation][Import yaml inside the methods that use it] (#2965) . NingLin Liu
- 18h[PERF][MCPDeployer][Import anyio, starlette and rich only when serving] (#2951) . ShryukGrandhi